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SiAM: A Hybrid of Single Index Models and Additive Models

While popular, single index models and additive models have potential limitations, a fact that leads us to propose SiAM, a novel hybrid combination of these two models. We first address model identifiability under general assumptions. The result is of independent interest. We then develop an estimat...

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Detalhes bibliográficos
Publicado no:Electron J Stat
Main Authors: Ma, Shujie, Lian, Heng, Liang, Hua, Carroll, Raymond J.
Formato: Artigo
Idioma:Inglês
Publicado em: 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5669139/
https://ncbi.nlm.nih.gov/pubmed/29104711
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/17-EJS1291
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